Objective:To explore the feasibility of automatic assessment of abdominal and pelvic CT radiation dose index (CTDI vol) based on deep learning models. Methods:A retrospective analysis was conducted on clinical abdominal and pelvic CT data collected continuously from February 2021 to February 2022. A total of 1 084 sets of patient images were obtained using equipment of Siemens SOMATOM Definition Flash CT, Philips iCT, and GE lightspeed VCT. The volume CT dose index (CTDI vol) prediction model consisted of two functional modules: organ segmentation and dose prediction. Based on the result of actual scanning area segmentation in the abdominal and pelvic area, CTDI vol was evaluated automatically by dose regression prediction module. The images of 1 084 patients included in the study were randomly divided into a training set of 784, a validation set of 196 and a test set of 104. Dice coefficient was used to evaluate the abdominal and pelvic segmentation performance of the hybrid model, and accurate number proportion and root-mean-square logarithm error (RMSLE) were used as the evaluation index of the CTDI vol estimation model performance. Results:In the test set, the Dice coefficient of the deep learning model in the task of CT abdominal image segmentation was as high as 0.998, and the RMSLE of the CTDI vol regression model in estimation of radiation dose was 9.41%, with an accuracy rate of 92%. Scatter plot analysis showed that some CTDI vol estimates had significant errors, indicating that the model might need to be further optimized in these situations. Conclusions:The deep learning models can accurately and automatically segment CT abdominal images and estimate radiation dose, which can be used for clinical radiation dose monitoring and management.

BACKGROUND: Pneumonia-like primary pulmonary lymphoma (PPL) was commonly misdiagnosed as infectious pneumonia, leading to delayed treatment. The purpose of this study was to establish a computed tomography (CT)-based radiomics model to differentiate pneumonia-like PPL from infectious pneumonia. METHODS: In this retrospective study, 79 patients with pneumonia-like PPL and 176 patients with infectious pneumonia from 12 medical centers were enrolled. Patients from center 1 to center 7 were assigned to the training or validation cohort, and the remaining patients from other centers were used as the external test cohort. Radiomics features were extracted from CT images. A three-step procedure was applied for radiomics feature selection and radiomics signature building, including the inter- and intra-class correlation coefficients (ICCs), a one-way analysis of variance (ANOVA), and least absolute shrinkage and selection operator (LASSO). Univariate and multivariate analyses were used to identify the significant clinicoradiological variables and construct a clinical factor model. Two radiologists reviewed the CT images for the external test set. Performance of the radiomics model, clinical factor model, and each radiologist were assessed by receiver operating characteristic, and area under the curve (AUC) was compared. RESULTS: A total of 144 patients (44 with pneumonia-like PPL and 100 infectious pneumonia) were in the training cohort, 38 patients (12 with pneumonia-like PPL and 26 infectious pneumonia) were in the validation cohort, and 73 patients (23 with pneumonia-like PPL and 50 infectious pneumonia) were in the external test cohort. Twenty-three radiomics features were selected to build the radiomics model, which yielded AUCs of 0.95 (95% confidence interval [CI]: 0.94-0.99), 0.93 (95% CI: 0.85-0.98), and 0.94 (95% CI: 0.87-0.99) in the training, validation, and external test cohort, respectively. The AUCs for the two readers and clinical factor model were 0.74 (95% CI: 0.63-0.83), 0.72 (95% CI: 0.62-0.82), and 0.73 (95% CI: 0.62-0.84) in the external test cohort, respectively. The radiomics model outperformed both the readers' interpretation and clinical factor model ( P <0.05). CONCLUSIONS The CT-based radiomics model may provide an effective and non-invasive tool to differentiate pneumonia-like PPL from infectious pneumonia, which might provide assistance for clinicians in tailoring precise therapy.
Humans ; Retrospective Studies ; Pneumonia/diagnostic imaging* ; Analysis of Variance ; Tomography, X-Ray Computed ; Lymphoma/diagnostic imaging*

Guided by the emphasis on learning process, the educational reform has designed a "trinity" comprehensive evaluation system (quantitative clinical practice, in-class medical record analysis, and staged comprehensive written test) as the formative evaluation of the course. Through this assessment system, students' self-learning potential is stimulated, clinical skills practice is strengthened, and "taking exams to promote learning and taking exams to promote teaching" is realized. In the practice of teaching reform, it has been found that compared with the conventional teaching class, the students in the teaching reform class have higher participation and are more satisfied with the process assessment of the "trinity" comprehensive evaluation system.

Objective:To investigate the application value of totally laparoscopic trans-abdominal-hiatal approach in the radical resection of Siewert type Ⅱ adenocarcinoma of esophago-gastric junction (AEG).Methods:The retrospective and descriptive study was conducted. The clinicopathological data of 45 patients with Siewert type Ⅱ AEG who were admitted to the Affiliated Hangzhou First People′s Hospital, Zhejiang University School of Medicine from May 2017 to December 2020 were collected. There were 28 males and 17 females, aged from 35 to 85 years, with a median age of 64 years. All patients underwent radical resection of AEG by totally laparoscopic trans-abdominal-hiatal approach with gastrointestinal anastomosis using proximal gastrectomy with double-tract anastomosis or total gastrectomy with esophagojejunointestinal anastomosis and digestive reconstruction using transdiaphragmatic-hiatal superior overlap esophagojejunostomy. Observation indicators: (1) surgical and postoperative situations; (2) postoperative histopathological examination; (3) follow-up and survival situations. Follow-up using outpatient examination and telephone interview was performed to detect survival of patients and tumor recurrence and metastasis up to March 2021. Measurement data with normal distribution were presented as Mean± SD and measure-ment data with skewed distribution were presented as M(range). Results:(1) Surgical and post-operative situations: all 45 patients underwent radical resection of AEG by totally laparoscopic transabdominal-hiatal approach successfully, including 35 cases undergoing total gastrectomy with esophagojejunointestinal anastomosis and 10 cases undergoing proximal gastrectomy with double-tract anastomosis. The total operation time, time of lower mediastinal lymph node dissection, time of superior overlap esophagojejunostomy, volume of intraoperative blood loss, time for initial out-of-bed activities, time to first flatus, time to initial liquid diet intake, time to drainage tube removal of the 45 patients were (235±32)minutes, (25±8)minutes, (45±10)minutes, (70±13)mL, (20±8)hours, (2.3±0.2)days, (2.6±0.8)days and (6.2±1.1)days, respectively. Eleven of 45 patients under-went postoperative complications and none of patient died during perioperative period. The post-operative duration of hospital stay of 45 patients was (10±3)days. (2) Postoperative histopatho-logical examination: all 45 patients had negative upper surgical margin. The length of proximal margin, tumor diameter, total number of lymph lodes harvested and number of lower mediastinal lymph nodes harvested were (2.5±0.5)cm, (2.9±0.8)cm, 35.0±4.0 and 2.4±0.8, respectively. Patholo-gical examination showed adenocarcinoma in all 45 patients with pTNM staging as 5 cases of stage ⅠB, 8 cases of stage ⅡA, 21 cases of stage ⅡB and 11 cases of stage ⅢA. (3) Follow-up and survival situations: 45 patients were followed up for 3 to 46 months, with a median follow-up time of 26 months. During follow-up, 8 of 45 patients died. Of the 37 patients survived, 3 cases underwent liver metastasis and 3 cases underwent bone metastasis, lung metastasis or peritoneal metastasis respec-tively.Conclusion:Total laparoscopic transabdominal-hiatal approach is safe and feasible in the treatment of Siewert type II AEG with a satisfactory clinical efficacy.

In recent years, the proportion of laparoscopic radical gastrectomy has increased in China. It is worth studying how to improve surgical treatment and prognosis of patients. Using the "portal vein triangle" as anatomic landmark, the authors investigate supra-pancreatic lymph node dissection in 4K laparoscopic radical gastrectomy of hepatic artery posterior approach with portal vein protection.

Objective: To evaluate modified overlap esophagojejunostomy in digestive tract reconstruction of totally laparoscopie total gastrectomy(TLTG)in patients of gastric carcinoma. Methods: The clinicalpathological data of 68 patients admitted to Hangzhou First People′s Hospital from Jun 2015 to Aug 2018 Undergoing totally laparoscopie total gastrectomy and modified overlap esophagojejunostomy were analyzed retrospectively. Results: Procedures were successful in all 68 patients without conversion to open surgery and no perioperative death.The operation time, esophagojejunostomy time, volume of intraoperative blood loss and incision length were respectively (210±30)min, (25±12)min, (50±20)ml and(3.5±1.1)cm. Time for initial out of bed activity, time of initial anal exsufflation, time for postoperative fluid diet intake and duration of postoperative hospital stay were (24±8)h, (2.4±0.5)d, (3.1±0.8)d, and (8±3.6)d. There was anastomotic fistula in one and recovered by conservative treatment, total number of harvested LNs in 68 patients were (38.9±2.3). By pTNM staging: 6 cases in stage ⅠB, 10 cases in stage ⅡA, 20 cases in stage ⅡB , 15 cases in stage ⅢA, 12 cases in stage ⅢB, 5 cases in stage ⅢC. 59 patients were followed up from 3 to 42 months. One with liver metastasis after 22 months, others were all tumor-free. Conclusion The modified overlap esophagojejunostomy method is safe and feasible in digestive tract reconstruction of totally laparoscopie total gastrectomy for gastric carcinoma.

Objective To investigate the safety and feasibility of totally laparoscopic transabdominalhiatal approach in the treatment of Siewert type Ⅱ adenocarcinoma of esophagogastric junction (AEG).Methods The retrospective and descriptive study was conducted.The clinicopathological data of 11 patients with Siewert type Ⅱ AEG who were admitted to Affiliated Hangzhou First People's Hospital of Zhejiang University School of Medicine from May 2017 to July 2018 were collected.There were 8 males and 3 females,aged 56-72 years,with an average age of 63 years.Patients underwent radical resection of AEG by totally laparoscopic transabdominalhiatal approach.Observation indicators:(1) surgical situations and postoperative recovery;(2) postoperative pathological examination;(3) follow-up and survival situations.Follow-up using outpatient examination and telephone interview was performed to detect postoperative adjuvant chemotherapy,complications,food intake,anastomosis patency,tumor recurrence and metastasis,and survival up to December 2018.Measurement data with normal distribution were presented as Mean±SD,measurement data with skewed distribution were presented as M (range),and count data were represented as absolute number or percentage.Results (1) Surgical situations and postoperative recovery:all the patients underwent totally laparoscopic radical resection of Siewert type Ⅱ AEG by transabdominal-hiatal approach,without conversion to open surgery or perioperative death.Of the 11 patients,8 underwent total gastrectony including 3 combined with splenic hilar lymph node dissection and 3 underwent proximal gastrectomy with double-tract reconstruction.Operation time,time of superior overlap esophagojejunostomy,volume of intraoperative blood loss,time for initial out-of-bed activities,time to first flatus,time to initial liquid diet intake,time of drainage tube removal were respectively (245± 39)minutes,(60± 12) minutes,(75±23) mL,(24± 8) hours,(2.4± 0.5) days,(3.5 ± 0.8) days,(8.2 ± 1.3) days respectively.There was no serious complication including postoperative hemorrhage,anatomotic fistula or death.Three patients had left pleural effusion,and were cured after thoracic drainage.The duration of postoperative hospital stay was (11.0±3.0) days.(2) Postoperative pathological examination:all the 11 patients had negative upper surgical margin.The length of proximal margin,tumor diameter,total number of lymph lodes harvested,and number of lower mediastinal lymph lodes harvested were (2.1 ±0.2) cm,(2.6±0.9) cm,(36.0±4.0)/case and (2.3± 0.8)/case.Pathological examination showed adenocarcinoma in all the 11 patients.pTNM staging:2 cases were in stage Ⅰ B,4 cases in stage Ⅱ A,3 cases in stage Ⅱ B and 2 cases in stage Ⅲ A.(3) Follow-up and survival situations:11 patients were follow-up for 6-19 months,with a median time of 9 months.Chemotherapy regimeus were formulated according to the pathological examination.Nine patients received postoperative adjuvant chemotherapy,and 2 in stage Ⅱ B received no postoperative adjuvant chemotherapy.During the follow-up,11 patients had no obvious reflux symptom or choking feeling,and the anastomosis was patent as evaluated by oral contrast agent and gastroscopy.There was no tumor recurrence and metastasis or death in the 11 patients.Conclusion Totally laparoscopic transabdominal-hiatal approach applied in the radical resection is safe and feasible for the treatment of Siewert type Ⅱ AEG,with good short-term outcomes.

Objective To investigate the diagnosis and treatment of acute intestinal obstruction in aged patients over 80.Methods Data of 151 patients over 80 with acute intestinal obstruction admitted from January 2010 to March 2014 were retrospectively analyzed.Results 136 of 151 cases were mechanical intestinal obstruction,including 95 cases of adhesive ileus,13 cases of tumorous ileus,11 cases of bezoar ileus,4 cases of abdominal internal hernia,3 cases of intestinal volvulus,2 cases of incarcerated oblique hernia,1 cases of duodenal stenosis,1 case of sigmoid stenosis,1 case of anastomotic obstruction after radical resection of rectal cancer because of barium,the cause of ileus was unknown in 5 cases.14 of 151 were dynamic obstruction and 1 of 151 was vascular intestinal obstruction.Conservative treatment was performed in 114 cases and 1 patient died.30 cases received operation,including 14 cases of enterodialysis,6 cases of enterostomy,4 cases of enterotomy,3 cases of enterectomy,1 case of right hemicolectomy,1 case of reduction of volvulus of intestine,1 case of gastronesteostomy,and 1 patient died.7 of 151 were against-advice discharged.12 cases of complications occurred after surgery,including 5 cases of incisional wound infection,2 cases of heart failure,1 case of pulmonary infection,1 case of anastomotic fistula,1 case of infective shock,1 case of early postoperative inflammatory bowel obstruction and 1 case of postoperative delirium.Conclusion Adhesive ileus is the most common cause in aged patients over 80 with acute intestinal obstruction.Rational treatment should be carried out according to different conditions.Conservative treatment is often performed and with active perioperative management,most patients will have satisfied results of surgery.

Objective To investigate feasibility and early stage postoperative complications of lapa-roscopic radical cystectomy ( LRC) . Methods We retrospectively analyzed the data of 63 consecutive pa-tents (58 males and 5 females) who underwent LRC from Oct .2011 to Oct.2013 in our institute.Of these patients, 46 patients underwent ileal conduit , 9 patients underwent ureterocutaneostomy , and 8 patients un-derwent orthotopic ileal neobladder urinary diversion .The average age and body mass index of patients were 67.7±11.1 (33-84) years and 23.3±2.1 (18.8-28.7) kg/m2, respectively.The mean hemoglobin and al-bumin of patients were (130.7±20.3) g/L and (38.9±4.1) g/L, respectively.Comorbidities of hyperten-sion, diabetes, coronary heart disease and decompensated liver cirrhosis were found in 10, 6, 2 and 1 pa-tient, respectively.10 of 61 patients had a history of abdominal surgery .The indications for cystectomy were classified as muscle invasive bladder cancer for 30 patients, unresectable superficial bladder cancer for 19 patients and recurrent bladder cancer for 14 patients.Postoperative data and early stage postoperative compli-cations within 3 months after surgery were collected . Results The median operative time for LRC and uri-nary diversion was 390 (260-480) min, with a median estimated blood loss of 400 (100-1 500) ml.This was one patient converted to open surgery .The mean postoperative hemoglobin and albumin of patients was 108.5±14.7 g/L and 29.5±3.7 g/L, respectively, both of which significantly reduced compared with pre-operative data (P<0.01).The median duration of hospital stay was 15 days.The median time for liquid in-take, abdominal drainage removal and ureteral stent removal was 4 days, 9 days and 2 months after surgery , respectively.Catheter was removed 2 weeks after laparoscopic orthotopic cystectomy .21 (33.3%) of 63 pa-tients suffered from perioperative complications .15 of 46 patients (32.6%) in ileal conduit group had com-plications including ileus ( 5, 1 of 5 need re-operation ) , lymphatic fistulas ( 5) , pulmonary infection ( 1) , pyelonephritis (1), delirium (1), anastomotic leak (1, re-operation was needed) and pneumothorax (1). 2 of 9 patients (22.2%) in ureterocutaneostomy group had complications such as ileus (1) and lymphatic fistulas (1).4 of 8 patients (50.0%) in orthotopic ileal neobladder group suffered from complications like ileus (2, 1 of 2 required re-operation), lymphatic fistulas (1) and arrhythmia (1). Conclusions LRC is technically feasible and safe .It reduces the estimated blood loss and postoperative complications .It is noteworthy to surgeons that serum albumin significantly reduced after LRC , nutrition should be kept balanced after surgery.

Objective To study the expression of caudal related homeodomain transcription 2 ( CDX2 ) protein in human colon cancer , and study the relationship between protein expression and colon cancer metasta -sis.Methods With immunohistochemical technique in peroxidase notation , pathological specimens of 80 cases of colon cancer were selected , including 47 cases of distal metastasis , and 33 cases without cancer metastasis . CDX2 protein expression in cancer tissue and the related data were statistically analyzed .Results Patients'sex, age and location of colon tumors had no statistical relation with CDX 2 protein expression(P>0.05).CDX2 pro-tein was statistically different in well-differentiated(100.00%), moderately-differentiated(80.00%), and poor-ly-differentiated(33.33%) tumor tissues.The difference had statistical significance (P<0.05), The expression of CDX2 protein reduced with the reduction in the degree of colorectal adenocarcinoma differentiation , rs =0.217, indicating that CDX2 protein expression was positively correlated with the malignant degree of colon canc -er.Positive CDX2 protein expression was significantly lower in metastatic colon cancer tissues (72.3%) than in non-metastatic tissues ( 90.9%) , and the difference had statistical significance .Lymph node metastasis could down regulate CDX2 protein expression in colorectal cancer .Conclusion CDX2 protein is positively correlated with the differentiation degree of colon cancer and distal metastasis can down regulate CDX 2 protein expression .